{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "78bed409",
   "metadata": {},
   "source": [
    "# Phenomenological Synaptic Models\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/brainpy/blob/master/docs_version2/tutorial_building/phenon_synapse_models.ipynb)\n",
    "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/brainpy/blob/master/docs_version2/tutorial_building/phenon_synapse_models.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "id": "4524939e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:15.599364Z",
     "start_time": "2025-10-06T03:58:11.215596Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import brainpy as bp\n",
    "import brainpy.math as bm\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "id": "8659beb0c1dd5ae5",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## ``brainpy.dyn.ProjAlignPostMg2``"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dd4fea573bc28e0",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "![](../_static/align_post.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c88463aaf44fc77d",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "\n",
    "Synaptic projection which defines the synaptic computation with the dimension of postsynaptic neuron group.\n",
    "\n",
    "```\n",
    "brainpy.dyn.ProjAlignPostMg2(\n",
    "   pre, \n",
    "   delay, \n",
    "   comm, \n",
    "   syn, \n",
    "   out, \n",
    "   post\n",
    ")\n",
    "```\n",
    "\n",
    "- ``pre (JointType[DynamicalSystem, AutoDelaySupp])``: The pre-synaptic neuron group.\n",
    "- ``delay (Union[None, int, float])``: The synaptic delay.\n",
    "- ``comm (DynamicalSystem)``: The synaptic communication.\n",
    "- ``syn (ParamDescInit)``: The synaptic dynamics.\n",
    "- ``out (ParamDescInit)``: The synaptic output.\n",
    "- ``post (DynamicalSystem)`` The post-synaptic neuron group."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1facf3662411cba",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "**CSR sparse matrix**\n",
    "\n",
    "![](../_static/csr_matrix.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a98747b0c65f15",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The compressed sparse row (CSR) are three NumPy arrays: `indices`, `indptr`, `data`:\n",
    "\n",
    "- `indices` is array of column indices\n",
    "- `data` is array of corresponding nonzero values\n",
    "- `indptr` points to row starts in indices and data\n",
    "- `length` is n_row + 1, last item = number of values = length of both indices and data\n",
    "- nonzero values of the i-th row are `data[indptr[i]:indptr[i+1]]` with column indices `indices[indptr[i]:indptr[i+1]]`\n",
    "- `item (i, j)` can be accessed as `data[indptr[i]+k]`, where `k` is position of `j` in `indices[indptr[i]:indptr[i+1]]`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1255abfe",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Exponential Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f13bbb",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The single exponential decay synapse model assumes the release of neurotransmitter, its diffusion across the cleft, the receptor binding, and channel opening all happen very quickly, so that the channels instantaneously jump from the closed to the open state. Therefore, its expression is given by\n",
    "\n",
    "$$\n",
    "g_{\\mathrm{syn}}(t)=\\bar{g}_{\\mathrm{syn}} e^{-\\left(t-t_{0}\\right) / \\tau}\n",
    "$$\n",
    "\n",
    "where $\\tau$ is the time constant, $t_0$ is the time of the pre-synaptic spike, $\\bar{g}_{\\mathrm{syn}}$ is the maximal conductance."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8f4c2ed",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The corresponding differential equation:\n",
    "\n",
    "$$\n",
    "\\frac{d g}{d t} = -\\frac{g}{\\tau_{decay}}+\\sum_{k} \\delta(t-t_{j}^{k}).\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4985ff0fd086a05a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### COBA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d4a7b11654a56b7",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Given the synaptic conductance, the COBA model outputs the post-synaptic current with\n",
    "\n",
    "$$\n",
    "I_{syn}(t) = g_{\\mathrm{syn}}(t) (E - V(t))\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "id": "eb406128",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:15.609149Z",
     "start_time": "2025-10-06T03:58:15.604641Z"
    }
   },
   "source": [
    "class ExponSparseCOBA(bp.Projection):\n",
    "  def __init__(self, pre, post, delay, prob, g_max, tau, E):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.proj = bp.dyn.ProjAlignPostMg2(\n",
    "      pre=pre, \n",
    "      delay=delay, \n",
    "      comm=bp.dnn.EventCSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "      syn=bp.dyn.Expon.desc(post.num, tau=tau),\n",
    "      out=bp.dyn.COBA.desc(E=E),\n",
    "      post=post, \n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "e87fbb519478620a",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:15.619511Z",
     "start_time": "2025-10-06T03:58:15.614812Z"
    }
   },
   "source": [
    "class SimpleNet(bp.DynSysGroup):\n",
    "  def __init__(self, E=0.):\n",
    "    super().__init__()\n",
    "    self.pre = bp.dyn.SpikeTimeGroup(1, indices=(0, 0, 0, 0), times=(10., 30., 50., 70.))\n",
    "    self.post = bp.dyn.LifRef(1, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                              V_initializer=bp.init.Constant(-60.))\n",
    "    self.syn = ExponSparseCOBA(self.pre, self.post, delay=None, prob=1., g_max=1., tau=5., E=E)\n",
    "    \n",
    "  def update(self):\n",
    "    self.pre()\n",
    "    self.syn()\n",
    "    self.post()\n",
    "    \n",
    "    # monitor the following variables\n",
    "    conductance = self.syn.proj.refs['syn'].g\n",
    "    current = self.post.sum_inputs(self.post.V)\n",
    "    return conductance, current, self.post.V"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "cc64eda0c7a63dd5",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:15.628986Z",
     "start_time": "2025-10-06T03:58:15.625008Z"
    }
   },
   "source": [
    "def run_a_net(net):\n",
    "  indices = np.arange(1000)  # 100 ms\n",
    "  conductances, currents, potentials = bm.for_loop(net.step_run, indices, progress_bar=True)\n",
    "  ts = indices * bm.get_dt()\n",
    "  \n",
    "  # --- similar to: \n",
    "  # runner = bp.DSRunner(net)\n",
    "  # conductances, currents, potentials = runner.run(100.)\n",
    "  \n",
    "  fig, gs = bp.visualize.get_figure(1, 3, 3.5, 4)\n",
    "  fig.add_subplot(gs[0, 0])\n",
    "  plt.plot(ts, conductances)\n",
    "  plt.title('Syn conductance')\n",
    "  fig.add_subplot(gs[0, 1])\n",
    "  plt.plot(ts, currents)\n",
    "  plt.title('Syn current')\n",
    "  fig.add_subplot(gs[0, 2])\n",
    "  plt.plot(ts, potentials)\n",
    "  plt.title('Post V')\n",
    "  plt.show()"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "800d4948772a35f5",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Excitatory COBA Exponential synapse"
   ]
  },
  {
   "cell_type": "code",
   "id": "4636cb6f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:20.648348Z",
     "start_time": "2025-10-06T03:58:15.636306Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet(E=0.))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "92429aa4138a409187c1ad930e9cc62f"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "c00efcd6a5e2eaff",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Inhibitory COBA Exponential synapse"
   ]
  },
  {
   "cell_type": "code",
   "id": "10f50808e896a7e8",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:23.965608Z",
     "start_time": "2025-10-06T03:58:22.907545Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet(E=-80.))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "663106032e3444c5ba320897f666b989"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "50b9bcfa67818168",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### CUBA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9335f60fabfd8d7a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Given the conductance, this model outputs the post-synaptic current with a identity function:\n",
    "\n",
    "$$\n",
    "I_{\\mathrm{syn}}(t) = g_{\\mathrm{syn}}(t)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "id": "8a8a402925da67bc",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:23.977261Z",
     "start_time": "2025-10-06T03:58:23.972638Z"
    }
   },
   "source": [
    "class ExponSparseCUBA(bp.Projection):\n",
    "  def __init__(self, pre, post, delay, prob, g_max, tau):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.proj = bp.dyn.ProjAlignPostMg2(\n",
    "      pre=pre, \n",
    "      delay=delay, \n",
    "      comm=bp.dnn.EventCSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "      syn=bp.dyn.Expon.desc(post.num, tau=tau),\n",
    "      out=bp.dyn.CUBA.desc(),\n",
    "      post=post, \n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "id": "f6e38dd775daeb3c",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:23.999347Z",
     "start_time": "2025-10-06T03:58:23.994736Z"
    }
   },
   "source": [
    "class SimpleNet2(bp.DynSysGroup):\n",
    "  def __init__(self, g_max=1.):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.pre = bp.dyn.SpikeTimeGroup(1, indices=(0, 0, 0, 0), times=(10., 30., 50., 70.))\n",
    "    self.post = bp.dyn.LifRef(1, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                              V_initializer=bp.init.Constant(-60.))\n",
    "    self.syn = ExponSparseCUBA(self.pre, self.post, delay=None, prob=1., g_max=g_max, tau=5.)\n",
    "    \n",
    "  def update(self):\n",
    "    self.pre()\n",
    "    self.syn()\n",
    "    self.post()\n",
    "    \n",
    "    # monitor the following variables\n",
    "    conductance = self.syn.proj.refs['syn'].g\n",
    "    current = self.post.sum_inputs(self.post.V)\n",
    "    return conductance, current, self.post.V"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "16b07579dc33765a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Excitatory CUBA Exponential synapse"
   ]
  },
  {
   "cell_type": "code",
   "id": "4761f9562acede9",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:25.153657Z",
     "start_time": "2025-10-06T03:58:24.006686Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet2(g_max=5.))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "64db612b30d54c1fa3c813ee04907be8"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "id": "30392c34aa7605b5",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Inhibitory CUBA Exponential synapse"
   ]
  },
  {
   "cell_type": "code",
   "id": "999d70b07dc26410",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:26.259582Z",
     "start_time": "2025-10-06T03:58:25.168442Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet2(g_max=-5.))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "a2fe873d93184d28b3e187630ed5b029"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "id": "e09e5789072f0846",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Dense connections"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9aa13bd97fe66",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Exponential synapse model with the conductance-based (COBA) output current and dense connections. "
   ]
  },
  {
   "cell_type": "code",
   "id": "8ae4ab952ee966df",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:26.278425Z",
     "start_time": "2025-10-06T03:58:26.273638Z"
    }
   },
   "source": [
    "class ExponDenseCOBA(bp.Projection):\n",
    "  def __init__(self, pre, post, delay, prob, g_max, tau, E):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.proj = bp.dyn.ProjAlignPostMg2(\n",
    "      pre=pre, \n",
    "      delay=delay, \n",
    "      comm=bp.dnn.MaskedLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "      syn=bp.dyn.Expon.desc(post.num, tau=tau),\n",
    "      out=bp.dyn.COBA.desc(E=E),\n",
    "      post=post, \n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "id": "6115e9f3a1c1d64f",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Masked matrix. \n",
    "\n",
    "![](../_static/masked_matrix.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9ceb70331068c72",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Exponential synapse model with the current-based (COBA) output current and dense connections. "
   ]
  },
  {
   "cell_type": "code",
   "id": "c2efd9ae1e402bbc",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:26.287888Z",
     "start_time": "2025-10-06T03:58:26.283143Z"
    }
   },
   "source": [
    "class ExponDenseCUBA(bp.Projection):\n",
    "  def __init__(self, pre, post, delay, prob, g_max, tau, E):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.proj = bp.dyn.ProjAlignPostMg2(\n",
    "      pre=pre, \n",
    "      delay=delay, \n",
    "      comm=bp.dnn.MaskedLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "      syn=bp.dyn.Expon.desc(post.num, tau=tau),\n",
    "      out=bp.dyn.CUBA.desc(),\n",
    "      post=post, \n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "id": "7c8208fba8bb0f22",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-25T12:41:36.348920Z",
     "start_time": "2023-08-25T12:41:36.250301200Z"
    },
    "collapsed": false
   },
   "source": [
    "## ``brainpy.dyn.ProjAlignPreMg2``\n",
    "\n",
    "Synaptic projection which defines the synaptic computation with the dimension of presynaptic neuron group.\n",
    "\n",
    "\n",
    "```\n",
    "brainpy.dyn.ProjAlignPreMg2(\n",
    "   pre, \n",
    "   delay,\n",
    "   syn,  \n",
    "   comm, \n",
    "   out, \n",
    "   post\n",
    ")\n",
    "```\n",
    "\n",
    "- ``pre (JointType[DynamicalSystem, AutoDelaySupp])``: The pre-synaptic neuron group.\n",
    "- ``delay (Union[None, int, float])``: The synaptic delay.\n",
    "- ``syn (ParamDescInit)``: The synaptic dynamics.\n",
    "- ``comm (DynamicalSystem)``: The synaptic communication.\n",
    "- ``out (ParamDescInit)``: The synaptic output.\n",
    "- ``post (DynamicalSystem)`` The post-synaptic neuron group.\n",
    "\n",
    "\n",
    "![](../_static/align_pre.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05913bc2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-25T12:41:39.826419400Z",
     "start_time": "2023-08-25T12:41:38.204966Z"
    }
   },
   "source": [
    "## Dual Exponential Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26418937",
   "metadata": {},
   "source": [
    "The dual exponential synapse model, also named as *difference of two exponentials model*, is given by:\n",
    "\n",
    "$$\n",
    "g_{\\mathrm{syn}}(t)=\\bar{g}_{\\mathrm{syn}} \\frac{\\tau_{1} \\tau_{2}}{\\tau_{1}-\\tau_{2}}\\left(\\exp \\left(-\\frac{t-t_{0}}{\\tau_{1}}\\right)-\\exp \\left(-\\frac{t-t_{0}}{\\tau_{2}}\\right)\\right)\n",
    "$$\n",
    "\n",
    "where $\\tau_1$ is the time constant of the decay phase, $\\tau_2$ is the time constant of the rise phase, $t_0$ is the time of the pre-synaptic spike, $\\bar{g}_{\\mathrm{syn}}$ is the maximal conductance."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "978009c1",
   "metadata": {},
   "source": [
    "The corresponding differential equation:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "&g_{\\mathrm{syn}}(t)=\\bar{g}_{\\mathrm{syn}} g \\\\\n",
    "&\\frac{d g}{d t}=-\\frac{g}{\\tau_{\\mathrm{decay}}}+h \\\\\n",
    "&\\frac{d h}{d t}=-\\frac{h}{\\tau_{\\text {rise }}}+ \\delta\\left(t_{0}-t\\right),\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "The alpha function is retrieved in the limit when both time constants are equal."
   ]
  },
  {
   "cell_type": "code",
   "id": "f0a53f9fe0abe92c",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:26.296238Z",
     "start_time": "2025-10-06T03:58:26.291692Z"
    }
   },
   "source": [
    "class DualExpSparseCOBA(bp.Projection):\n",
    "  def __init__(self, pre, post, delay, prob, g_max, tau_decay, tau_rise, E):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.proj = bp.dyn.ProjAlignPreMg2(\n",
    "      pre=pre, \n",
    "      delay=delay, \n",
    "      syn=bp.dyn.DualExpon.desc(pre.num, tau_decay=tau_decay, tau_rise=tau_rise),\n",
    "      comm=bp.dnn.CSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max),\n",
    "      out=bp.dyn.COBA(E=E),\n",
    "      post=post, \n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 13
  },
  {
   "cell_type": "code",
   "id": "34fb1dc1ac1c60c0",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:26.304577Z",
     "start_time": "2025-10-06T03:58:26.300735Z"
    }
   },
   "source": [
    "class SimpleNet4(bp.DynSysGroup):\n",
    "  def __init__(self, E=0.):\n",
    "    super().__init__()\n",
    "    \n",
    "    self.pre = bp.dyn.SpikeTimeGroup(1, indices=(0, 0, 0, 0), times=(10., 30., 50., 70.))\n",
    "    self.post = bp.dyn.LifRef(1, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                              V_initializer=bp.init.Constant(-60.))\n",
    "    self.syn = DualExpSparseCOBA(self.pre, self.post, delay=None, prob=1., g_max=1., \n",
    "                                 tau_decay=5., tau_rise=1., E=E)\n",
    "    \n",
    "  def update(self):\n",
    "    self.pre()\n",
    "    self.syn()\n",
    "    self.post()\n",
    "    \n",
    "    # monitor the following variables\n",
    "    conductance = self.syn.proj.refs['syn'].g\n",
    "    current = self.post.sum_inputs(self.post.V)\n",
    "    return conductance, current, self.post.V"
   ],
   "outputs": [],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "id": "7b59def4f243e542",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-25T12:41:45.249488500Z",
     "start_time": "2023-08-25T12:41:45.150193500Z"
    },
    "collapsed": false
   },
   "source": [
    "Excitatory DualExpon synapse model"
   ]
  },
  {
   "cell_type": "code",
   "id": "4b13228565c56df",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:27.440893Z",
     "start_time": "2025-10-06T03:58:26.309956Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet4(E=0.))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "8ed54555500547a2a4379ba31d68fd47"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "id": "769080fb199d5ad5",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Inhibitory DualExpon synapse model"
   ]
  },
  {
   "cell_type": "code",
   "id": "76b1b15100875bf1",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:28.610806Z",
     "start_time": "2025-10-06T03:58:27.457861Z"
    }
   },
   "source": [
    "run_a_net(SimpleNet4(E=-80.))"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\mixin.py:399: UserWarning: Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.\n",
      "  warnings.warn('Please use \".sum_current_inputs()\" instead. \".sum_inputs()\" will be removed.', UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "0d6d3c57b19b4dd990d8a8afcc2c87c4"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 16
  },
  {
   "cell_type": "markdown",
   "id": "3898e16b",
   "metadata": {},
   "source": [
    "## Problem of Phenomenological Synaptic Models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9addd7f0",
   "metadata": {},
   "source": [
    "A significant limitation of the simple waveform description of synaptic conductance is that it does not capture the actual behavior seen at many synapses when trains of action potentials arrive. \n",
    "\n",
    "A new release of neurotransmitter soon after a previous release should not be expected to contribute as much to the postsynaptic conductance due to saturation of postsynaptic receptors by previously released transmitter and the fact that some receptors will already be open."
   ]
  },
  {
   "cell_type": "code",
   "id": "1ea986f1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:28.628774Z",
     "start_time": "2025-10-06T03:58:28.624358Z"
    }
   },
   "source": [
    "class SimpleNet5(bp.DynSysGroup):\n",
    "  def __init__(self, freqs=10.):\n",
    "    super().__init__()\n",
    "    self.pre = bp.dyn.PoissonGroup(1, freqs=freqs)\n",
    "    self.post = bp.dyn.LifRef(1, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                              V_initializer=bp.init.Constant(-60.))\n",
    "    self.syn = DualExpSparseCOBA(self.pre, self.post, delay=None, prob=1., g_max=1., \n",
    "                                 tau_decay=5., tau_rise=1., E=0.)\n",
    "    \n",
    "  def update(self):\n",
    "    self.pre()\n",
    "    self.syn()\n",
    "    self.post()\n",
    "    return self.syn.proj.refs['syn'].g, self.post.V"
   ],
   "outputs": [],
   "execution_count": 17
  },
  {
   "cell_type": "code",
   "id": "645c034414bc2093",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:58:32.854479Z",
     "start_time": "2025-10-06T03:58:28.635102Z"
    }
   },
   "source": [
    "def compare(freqs):\n",
    "  fig, _ = bp.visualize.get_figure(1, 1, 4.5, 6.)\n",
    "  for freq in freqs:\n",
    "    net = SimpleNet5(freqs=freq)\n",
    "    indices = np.arange(1000)  # 100 ms\n",
    "    conductances, potentials = bm.for_loop(net.step_run, indices, progress_bar=True)\n",
    "    plt.plot(indices * bm.get_dt(), conductances, label=f'{freq} Hz')\n",
    "  plt.legend()\n",
    "  plt.ylabel('g')\n",
    "  plt.show()\n",
    "\n",
    "\n",
    "compare([10., 100., 1000., 8000.])"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
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     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
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    {
     "data": {
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     "metadata": {},
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    {
     "data": {
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    {
     "data": {
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       "  0%|          | 0/1000 [00:00<?, ?it/s]"
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     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
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    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ],
      "image/png": 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"
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     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 18
  }
 ],
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   "name": "python3"
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